Crews were called at 8.40pm to a suspected arson at the former Overdale School, on Hawthorn Walk, Eastfield.
It is believed that nearby residents have been told to stay indoors.
The building is no longer in use. Last year a new £6m Overdale School opened at Middle Deepdale, which is twice the size of the old one.
Video: Rebecca Howitt.